Overview
Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 3341 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 235.0 KiB |
| Average record size in memory | 72.0 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 8 |
Diameter is highly overall correlated with Height and 6 other fields | High correlation |
Height is highly overall correlated with Diameter and 6 other fields | High correlation |
Length is highly overall correlated with Diameter and 6 other fields | High correlation |
Rings is highly overall correlated with Diameter and 6 other fields | High correlation |
Shell_weight is highly overall correlated with Diameter and 6 other fields | High correlation |
Shucked_weight is highly overall correlated with Diameter and 6 other fields | High correlation |
Viscera_weight is highly overall correlated with Diameter and 6 other fields | High correlation |
Whole_weight is highly overall correlated with Diameter and 6 other fields | High correlation |
Reproduction
| Analysis started | 2025-12-04 06:29:34.468457 |
|---|---|
| Analysis finished | 2025-12-04 06:29:38.064878 |
| Duration | 3.6 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | I |
|---|---|
| 2nd row | I |
| 3rd row | F |
| 4th row | F |
| 5th row | I |
Common Values
| Value | Count | Frequency (%) |
| M | 1215 | |
| I | 1068 | |
| F | 1058 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| m | 1215 | |
| i | 1068 | |
| f | 1058 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 1215 | |
| I | 1068 | |
| F | 1058 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3341 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 1215 | |
| I | 1068 | |
| F | 1058 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3341 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 1215 | |
| I | 1068 | |
| F | 1058 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3341 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 1215 | |
| I | 1068 | |
| F | 1058 |
Length
Real number (ℝ)
High correlation
| Distinct | 132 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52263394 |
| Minimum | 0.075 |
|---|---|
| Maximum | 0.815 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0.075 |
|---|---|
| 5-th percentile | 0.29 |
| Q1 | 0.45 |
| median | 0.545 |
| Q3 | 0.615 |
| 95-th percentile | 0.69 |
| Maximum | 0.815 |
| Range | 0.74 |
| Interquartile range (IQR) | 0.165 |
Descriptive statistics
| Standard deviation | 0.12053122 |
|---|---|
| Coefficient of variation (CV) | 0.23062265 |
| Kurtosis | 0.078392114 |
| Mean | 0.52263394 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | -0.66177892 |
| Sum | 1746.12 |
| Variance | 0.014527776 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.575 | 82 | 2.5% |
| 0.625 | 74 | 2.2% |
| 0.55 | 74 | 2.2% |
| 0.62 | 71 | 2.1% |
| 0.58 | 70 | 2.1% |
| 0.5 | 68 | 2.0% |
| 0.6 | 66 | 2.0% |
| 0.57 | 65 | 1.9% |
| 0.525 | 63 | 1.9% |
| 0.61 | 62 | 1.9% |
| Other values (122) | 2646 |
| Value | Count | Frequency (%) |
| 0.075 | 1 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.13 | 2 | 0.1% |
| 0.14 | 2 | 0.1% |
| 0.15 | 1 | < 0.1% |
| 0.155 | 2 | 0.1% |
| 0.16 | 4 | |
| 0.165 | 5 | |
| 0.17 | 2 | 0.1% |
| 0.175 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0.815 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 0.78 | 2 | 0.1% |
| 0.775 | 2 | 0.1% |
| 0.77 | 1 | < 0.1% |
| 0.765 | 1 | < 0.1% |
| 0.755 | 3 | 0.1% |
| 0.75 | 8 | |
| 0.745 | 4 | |
| 0.74 | 6 |
Diameter
Real number (ℝ)
High correlation
| Distinct | 111 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4066088 |
| Minimum | 0.055 |
|---|---|
| Maximum | 0.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0.055 |
|---|---|
| 5-th percentile | 0.215 |
| Q1 | 0.35 |
| median | 0.425 |
| Q3 | 0.48 |
| 95-th percentile | 0.545 |
| Maximum | 0.65 |
| Range | 0.595 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.099482084 |
|---|---|
| Coefficient of variation (CV) | 0.24466289 |
| Kurtosis | -0.024896081 |
| Mean | 0.4066088 |
| Median Absolute Deviation (MAD) | 0.065 |
| Skewness | -0.63309538 |
| Sum | 1358.48 |
| Variance | 0.0098966849 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.45 | 116 | 3.5% |
| 0.475 | 100 | 3.0% |
| 0.4 | 93 | 2.8% |
| 0.5 | 92 | 2.8% |
| 0.47 | 80 | 2.4% |
| 0.48 | 79 | 2.4% |
| 0.44 | 74 | 2.2% |
| 0.46 | 72 | 2.2% |
| 0.42 | 71 | 2.1% |
| 0.525 | 69 | 2.1% |
| Other values (101) | 2495 |
| Value | Count | Frequency (%) |
| 0.055 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.095 | 1 | < 0.1% |
| 0.1 | 2 | 0.1% |
| 0.105 | 4 | |
| 0.11 | 3 | |
| 0.115 | 2 | 0.1% |
| 0.12 | 5 | |
| 0.125 | 4 | |
| 0.13 | 7 |
| Value | Count | Frequency (%) |
| 0.65 | 1 | < 0.1% |
| 0.63 | 3 | |
| 0.625 | 1 | < 0.1% |
| 0.62 | 1 | < 0.1% |
| 0.615 | 1 | < 0.1% |
| 0.61 | 1 | < 0.1% |
| 0.605 | 1 | < 0.1% |
| 0.6 | 4 | |
| 0.595 | 3 | |
| 0.59 | 4 |
Height
Real number (ℝ)
High correlation
| Distinct | 50 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13888656 |
| Minimum | 0 |
|---|---|
| Maximum | 0.515 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.07 |
| Q1 | 0.115 |
| median | 0.14 |
| Q3 | 0.165 |
| 95-th percentile | 0.2 |
| Maximum | 0.515 |
| Range | 0.515 |
| Interquartile range (IQR) | 0.05 |
Descriptive statistics
| Standard deviation | 0.039272989 |
|---|---|
| Coefficient of variation (CV) | 0.28277026 |
| Kurtosis | 2.2771641 |
| Mean | 0.13888656 |
| Median Absolute Deviation (MAD) | 0.025 |
| Skewness | -0.011299628 |
| Sum | 464.02 |
| Variance | 0.0015423677 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.15 | 219 | 6.6% |
| 0.14 | 177 | 5.3% |
| 0.155 | 172 | 5.1% |
| 0.16 | 172 | 5.1% |
| 0.175 | 167 | 5.0% |
| 0.125 | 164 | 4.9% |
| 0.165 | 154 | 4.6% |
| 0.135 | 152 | 4.5% |
| 0.145 | 138 | 4.1% |
| 0.12 | 137 | 4.1% |
| Other values (40) | 1689 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 0.01 | 1 | < 0.1% |
| 0.015 | 2 | 0.1% |
| 0.02 | 2 | 0.1% |
| 0.025 | 5 | 0.1% |
| 0.03 | 6 | 0.2% |
| 0.035 | 6 | 0.2% |
| 0.04 | 6 | 0.2% |
| 0.045 | 10 | |
| 0.05 | 15 |
| Value | Count | Frequency (%) |
| 0.515 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.24 | 3 | 0.1% |
| 0.235 | 6 | 0.2% |
| 0.23 | 9 | 0.3% |
| 0.225 | 11 | 0.3% |
| 0.22 | 10 | 0.3% |
| 0.215 | 25 | |
| 0.21 | 18 | |
| 0.205 | 36 |
Whole_weight
Real number (ℝ)
High correlation
| Distinct | 2139 |
|---|---|
| Distinct (%) | 64.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.82162332 |
| Minimum | 0.002 |
|---|---|
| Maximum | 2.8255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0.002 |
|---|---|
| 5-th percentile | 0.121 |
| Q1 | 0.4405 |
| median | 0.7955 |
| Q3 | 1.1445 |
| 95-th percentile | 1.6705 |
| Maximum | 2.8255 |
| Range | 2.8235 |
| Interquartile range (IQR) | 0.704 |
Descriptive statistics
| Standard deviation | 0.48580909 |
|---|---|
| Coefficient of variation (CV) | 0.59127958 |
| Kurtosis | 0.027731137 |
| Mean | 0.82162332 |
| Median Absolute Deviation (MAD) | 0.3525 |
| Skewness | 0.52940873 |
| Sum | 2745.0435 |
| Variance | 0.23601047 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2225 | 6 | 0.2% |
| 0.4775 | 6 | 0.2% |
| 0.487 | 5 | 0.1% |
| 1.065 | 5 | 0.1% |
| 1.0835 | 5 | 0.1% |
| 1.1345 | 5 | 0.1% |
| 0.5805 | 5 | 0.1% |
| 0.8725 | 5 | 0.1% |
| 0.6335 | 5 | 0.1% |
| 0.494 | 5 | 0.1% |
| Other values (2129) | 3289 |
| Value | Count | Frequency (%) |
| 0.002 | 1 | |
| 0.008 | 1 | |
| 0.0105 | 1 | |
| 0.013 | 1 | |
| 0.014 | 1 | |
| 0.0145 | 2 | |
| 0.015 | 1 | |
| 0.0175 | 1 | |
| 0.018 | 2 | |
| 0.019 | 1 |
| Value | Count | Frequency (%) |
| 2.8255 | 1 | |
| 2.7795 | 1 | |
| 2.657 | 1 | |
| 2.555 | 1 | |
| 2.548 | 1 | |
| 2.526 | 1 | |
| 2.5155 | 1 | |
| 2.5085 | 1 | |
| 2.505 | 1 | |
| 2.499 | 1 |
Shucked_weight
Real number (ℝ)
High correlation
| Distinct | 1405 |
|---|---|
| Distinct (%) | 42.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35598069 |
| Minimum | 0.001 |
|---|---|
| Maximum | 1.488 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0.001 |
|---|---|
| 5-th percentile | 0.0505 |
| Q1 | 0.1845 |
| median | 0.3345 |
| Q3 | 0.496 |
| 95-th percentile | 0.7345 |
| Maximum | 1.488 |
| Range | 1.487 |
| Interquartile range (IQR) | 0.3115 |
Descriptive statistics
| Standard deviation | 0.21976934 |
|---|---|
| Coefficient of variation (CV) | 0.6173631 |
| Kurtosis | 0.60628962 |
| Mean | 0.35598069 |
| Median Absolute Deviation (MAD) | 0.157 |
| Skewness | 0.71159308 |
| Sum | 1189.3315 |
| Variance | 0.048298565 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.097 | 9 | 0.3% |
| 0.2 | 8 | 0.2% |
| 0.1575 | 8 | 0.2% |
| 0.2015 | 8 | 0.2% |
| 0.302 | 8 | 0.2% |
| 0.165 | 8 | 0.2% |
| 0.261 | 8 | 0.2% |
| 0.2165 | 8 | 0.2% |
| 0.143 | 7 | 0.2% |
| 0.096 | 7 | 0.2% |
| Other values (1395) | 3262 |
| Value | Count | Frequency (%) |
| 0.001 | 1 | < 0.1% |
| 0.0025 | 1 | < 0.1% |
| 0.0045 | 2 | |
| 0.005 | 3 | |
| 0.0055 | 2 | |
| 0.0065 | 2 | |
| 0.007 | 1 | < 0.1% |
| 0.0075 | 4 | |
| 0.0085 | 1 | < 0.1% |
| 0.009 | 2 |
| Value | Count | Frequency (%) |
| 1.488 | 1 | |
| 1.351 | 1 | |
| 1.3485 | 1 | |
| 1.253 | 1 | |
| 1.232 | 1 | |
| 1.1965 | 1 | |
| 1.1945 | 1 | |
| 1.1565 | 1 | |
| 1.1495 | 1 | |
| 1.1465 | 1 |
Viscera_weight
Real number (ℝ)
High correlation
| Distinct | 838 |
|---|---|
| Distinct (%) | 25.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17905507 |
| Minimum | 0.0005 |
|---|---|
| Maximum | 0.76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0.0005 |
|---|---|
| 5-th percentile | 0.0265 |
| Q1 | 0.094 |
| median | 0.1685 |
| Q3 | 0.2495 |
| 95-th percentile | 0.3735 |
| Maximum | 0.76 |
| Range | 0.7595 |
| Interquartile range (IQR) | 0.1555 |
Descriptive statistics
| Standard deviation | 0.10846749 |
|---|---|
| Coefficient of variation (CV) | 0.60577727 |
| Kurtosis | 0.21656768 |
| Mean | 0.17905507 |
| Median Absolute Deviation (MAD) | 0.0775 |
| Skewness | 0.61051403 |
| Sum | 598.223 |
| Variance | 0.011765197 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0265 | 12 | 0.4% |
| 0.156 | 12 | 0.4% |
| 0.196 | 11 | 0.3% |
| 0.1455 | 11 | 0.3% |
| 0.1715 | 11 | 0.3% |
| 0.2195 | 10 | 0.3% |
| 0.131 | 10 | 0.3% |
| 0.1625 | 10 | 0.3% |
| 0.115 | 10 | 0.3% |
| 0.099 | 10 | 0.3% |
| Other values (828) | 3234 |
| Value | Count | Frequency (%) |
| 0.0005 | 2 | 0.1% |
| 0.002 | 1 | < 0.1% |
| 0.0025 | 2 | 0.1% |
| 0.003 | 2 | 0.1% |
| 0.0035 | 2 | 0.1% |
| 0.004 | 1 | < 0.1% |
| 0.0045 | 4 | |
| 0.005 | 7 | |
| 0.0055 | 4 | |
| 0.006 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0.76 | 1 | |
| 0.6415 | 1 | |
| 0.59 | 1 | |
| 0.575 | 1 | |
| 0.5745 | 1 | |
| 0.564 | 1 | |
| 0.541 | 2 | |
| 0.5265 | 1 | |
| 0.525 | 1 | |
| 0.5235 | 1 |
Shell_weight
Real number (ℝ)
High correlation
| Distinct | 847 |
|---|---|
| Distinct (%) | 25.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23743071 |
| Minimum | 0.0015 |
|---|---|
| Maximum | 1.005 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 0.0015 |
|---|---|
| 5-th percentile | 0.0355 |
| Q1 | 0.13 |
| median | 0.23 |
| Q3 | 0.325 |
| 95-th percentile | 0.476 |
| Maximum | 1.005 |
| Range | 1.0035 |
| Interquartile range (IQR) | 0.195 |
Descriptive statistics
| Standard deviation | 0.13886283 |
|---|---|
| Coefficient of variation (CV) | 0.58485623 |
| Kurtosis | 0.68635073 |
| Mean | 0.23743071 |
| Median Absolute Deviation (MAD) | 0.099 |
| Skewness | 0.63879025 |
| Sum | 793.256 |
| Variance | 0.019282885 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.275 | 34 | 1.0% |
| 0.335 | 33 | 1.0% |
| 0.185 | 33 | 1.0% |
| 0.25 | 33 | 1.0% |
| 0.315 | 32 | 1.0% |
| 0.3 | 31 | 0.9% |
| 0.24 | 30 | 0.9% |
| 0.17 | 30 | 0.9% |
| 0.295 | 29 | 0.9% |
| 0.19 | 29 | 0.9% |
| Other values (837) | 3027 |
| Value | Count | Frequency (%) |
| 0.0015 | 1 | < 0.1% |
| 0.003 | 1 | < 0.1% |
| 0.0035 | 1 | < 0.1% |
| 0.004 | 2 | 0.1% |
| 0.005 | 11 | |
| 0.006 | 1 | < 0.1% |
| 0.007 | 1 | < 0.1% |
| 0.0075 | 1 | < 0.1% |
| 0.008 | 1 | < 0.1% |
| 0.0085 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1.005 | 1 | |
| 0.897 | 1 | |
| 0.885 | 2 | |
| 0.85 | 1 | |
| 0.815 | 1 | |
| 0.7975 | 1 | |
| 0.78 | 1 | |
| 0.76 | 1 | |
| 0.726 | 1 | |
| 0.725 | 2 |
Rings
Real number (ℝ)
High correlation
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9254714 |
| Minimum | 1 |
|---|---|
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 26.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 8 |
| median | 9 |
| Q3 | 11 |
| 95-th percentile | 16 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2455609 |
|---|---|
| Coefficient of variation (CV) | 0.32699312 |
| Kurtosis | 2.3102557 |
| Mean | 9.9254714 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.0985842 |
| Sum | 33161 |
| Variance | 10.533665 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 9 | 563 | |
| 10 | 504 | |
| 8 | 440 | |
| 11 | 390 | |
| 7 | 302 | |
| 12 | 216 | 6.5% |
| 6 | 216 | 6.5% |
| 13 | 159 | 4.8% |
| 14 | 102 | 3.1% |
| 5 | 93 | 2.8% |
| Other values (17) | 356 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 14 | 0.4% |
| 4 | 50 | 1.5% |
| 5 | 93 | 2.8% |
| 6 | 216 | 6.5% |
| 7 | 302 | |
| 8 | 440 | |
| 9 | 563 | |
| 10 | 504 |
| Value | Count | Frequency (%) |
| 29 | 1 | < 0.1% |
| 27 | 2 | 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 23 | 7 | 0.2% |
| 22 | 6 | 0.2% |
| 21 | 11 | 0.3% |
| 20 | 22 | |
| 19 | 24 | |
| 18 | 36 |
Interactions
Correlations
| Diameter | Height | Length | Rings | Sex | Shell_weight | Shucked_weight | Viscera_weight | Whole_weight | |
|---|---|---|---|---|---|---|---|---|---|
| Diameter | 1.000 | 0.895 | 0.983 | 0.626 | 0.405 | 0.954 | 0.949 | 0.948 | 0.971 |
| Height | 0.895 | 1.000 | 0.886 | 0.663 | 0.394 | 0.922 | 0.873 | 0.898 | 0.915 |
| Length | 0.983 | 0.886 | 1.000 | 0.605 | 0.395 | 0.947 | 0.956 | 0.952 | 0.972 |
| Rings | 0.626 | 0.663 | 0.605 | 1.000 | 0.361 | 0.696 | 0.543 | 0.617 | 0.634 |
| Sex | 0.405 | 0.394 | 0.395 | 0.361 | 1.000 | 0.416 | 0.395 | 0.426 | 0.425 |
| Shell_weight | 0.954 | 0.922 | 0.947 | 0.696 | 0.416 | 1.000 | 0.916 | 0.937 | 0.969 |
| Shucked_weight | 0.949 | 0.873 | 0.956 | 0.543 | 0.395 | 0.916 | 1.000 | 0.948 | 0.977 |
| Viscera_weight | 0.948 | 0.898 | 0.952 | 0.617 | 0.426 | 0.937 | 0.948 | 1.000 | 0.975 |
| Whole_weight | 0.971 | 0.915 | 0.972 | 0.634 | 0.425 | 0.969 | 0.977 | 0.975 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Sex | Length | Diameter | Height | Whole_weight | Shucked_weight | Viscera_weight | Shell_weight | Rings | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | I | 0.430 | 0.325 | 0.110 | 0.3675 | 0.1355 | 0.0935 | 0.1200 | 13 |
| 1 | I | 0.315 | 0.230 | 0.000 | 0.1340 | 0.0575 | 0.0285 | 0.3505 | 6 |
| 2 | F | 0.545 | 0.435 | 0.150 | 0.6855 | 0.2905 | 0.1450 | 0.2250 | 10 |
| 3 | F | 0.655 | 0.510 | 0.155 | 1.2895 | 0.5345 | 0.2855 | 0.4100 | 11 |
| 4 | I | 0.270 | 0.200 | 0.070 | 0.1000 | 0.0340 | 0.0245 | 0.0350 | 5 |
| 5 | M | 0.465 | 0.360 | 0.080 | 0.4880 | 0.1910 | 0.1250 | 0.1550 | 11 |
| 6 | F | 0.565 | 0.480 | 0.175 | 0.9570 | 0.3885 | 0.2150 | 0.2750 | 18 |
| 7 | M | 0.570 | 0.480 | 0.175 | 1.1850 | 0.4740 | 0.2610 | 0.3800 | 11 |
| 8 | I | 0.620 | 0.480 | 0.180 | 1.1305 | 0.5285 | 0.2655 | 0.3060 | 12 |
| 9 | I | 0.540 | 0.420 | 0.140 | 0.7265 | 0.3205 | 0.1445 | 0.2290 | 9 |
| Sex | Length | Diameter | Height | Whole_weight | Shucked_weight | Viscera_weight | Shell_weight | Rings | |
|---|---|---|---|---|---|---|---|---|---|
| 3331 | M | 0.450 | 0.355 | 0.115 | 0.4780 | 0.1800 | 0.1185 | 0.1550 | 10 |
| 3332 | M | 0.595 | 0.465 | 0.125 | 0.7990 | 0.3245 | 0.2000 | 0.2300 | 10 |
| 3333 | F | 0.380 | 0.320 | 0.115 | 0.6475 | 0.3230 | 0.1325 | 0.1640 | 7 |
| 3334 | M | 0.520 | 0.410 | 0.115 | 0.7700 | 0.2630 | 0.1570 | 0.2600 | 11 |
| 3335 | I | 0.310 | 0.230 | 0.070 | 0.1245 | 0.0505 | 0.0265 | 0.0380 | 6 |
| 3336 | F | 0.515 | 0.395 | 0.140 | 0.6860 | 0.2810 | 0.1255 | 0.2200 | 12 |
| 3337 | F | 0.565 | 0.450 | 0.135 | 0.9885 | 0.3870 | 0.1495 | 0.3100 | 12 |
| 3338 | F | 0.580 | 0.440 | 0.175 | 1.0730 | 0.4005 | 0.2345 | 0.3350 | 19 |
| 3339 | M | 0.575 | 0.450 | 0.130 | 0.7850 | 0.3180 | 0.1930 | 0.2265 | 9 |
| 3340 | M | 0.665 | 0.515 | 0.165 | 1.3855 | 0.6210 | 0.3020 | 0.3445 | 8 |